{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c4246a3a-b1ef-4647-a59b-2ef587f8b487",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchaudio\n",
    "from supervoice_valle import SupervoceNARModel, SupervoceARModel, Tokenizer, Supervoice\n",
    "from train.dataset import load_sampler\n",
    "from IPython.display import Audio, display\n",
    "import matplotlib.pyplot as plt\n",
    "from vocos import Vocos\n",
    "from encodec import EncodecModel\n",
    "from encodec.utils import convert_audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ae12c0dc-5f09-45c4-86ea-eb65b87e0d3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/steve/miniconda3/envs/gym/lib/python3.10/site-packages/torch/nn/utils/weight_norm.py:28: UserWarning: torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\n",
      "  warnings.warn(\"torch.nn.utils.weight_norm is deprecated in favor of torch.nn.utils.parametrizations.weight_norm.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "600000\n",
      "600000\n"
     ]
    }
   ],
   "source": [
    "device = \"cuda\"\n",
    "vocos = Vocos.from_pretrained(\"charactr/vocos-encodec-24khz\").to(device)\n",
    "tokenizer = Tokenizer(\"./tokenizer_text.model\")\n",
    "sampler = load_sampler(\"./external_datasets/libriheavy/libriheavy_cuts_small.jsonl.gz\", \"./external_datasets/libriheavy-encodec/\", 1)\n",
    "\n",
    "# Encodec model\n",
    "encodec_model = EncodecModel.encodec_model_24khz()\n",
    "encodec_model.set_target_bandwidth(6.0)\n",
    "encodec_model.to(device)\n",
    "\n",
    "# Load NAR\n",
    "nar_model = SupervoceNARModel()\n",
    "checkpoint = torch.load(\"./output/valle-35.pt\", map_location = \"cpu\")\n",
    "nar_model.load_state_dict(checkpoint['model'])\n",
    "nar_model = nar_model.to(device)\n",
    "nar_model.eval()\n",
    "step = checkpoint['step']\n",
    "print(checkpoint['step'])\n",
    "\n",
    "# Load AR\n",
    "ar_model = SupervoceARModel()\n",
    "checkpoint = torch.load(\"./output/valle-ar-2.pt\", map_location = \"cpu\")\n",
    "ar_model.load_state_dict(checkpoint['model'])\n",
    "ar_model = ar_model.to(device)\n",
    "ar_model.eval()\n",
    "step = checkpoint['step']\n",
    "print(checkpoint['step'])\n",
    "\n",
    "# Frontend\n",
    "model = Supervoice(ar_model, nar_model, encodec_model, vocos, tokenizer)\n",
    "model = model.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c5d9f58e-ff5d-45f6-b356-1951ee1ff73a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# def inference_nar(text, audio, coarse_tokens):\n",
    "#     condition_text = tokenizer.encode(text).to(device)\n",
    "#     condition_audio = audio.to(device)\n",
    "#     predicted = [coarse_tokens.to(device)]\n",
    "#     for i in range(1, 8):\n",
    "#         p = nar_model(\n",
    "#             condition_text = [condition_text], \n",
    "#             condition_audio = [condition_audio],\n",
    "#             audio = [torch.stack(predicted)],\n",
    "#             codec = [i]\n",
    "#         )\n",
    "\n",
    "#         p = p[0]\n",
    "#         p = torch.nn.functional.softmax(p, dim=-1)\n",
    "#         p = torch.argmax(p, dim=-1, keepdim=True)\n",
    "#         p = p.squeeze(-1)\n",
    "#         predicted.append(p)\n",
    "#     predicted = torch.stack(predicted)\n",
    "#     predicted = torch.cat([condition_audio, predicted], dim = 1)\n",
    "#     return predicted\n",
    "\n",
    "# def sample_ar(logits, top_k = 0, top_p = 0.1, prev = None):\n",
    "\n",
    "#     # Top-k\n",
    "#     if top_k > 0:\n",
    "\n",
    "#         # Find all indices which value is less than k-th one\n",
    "#         indices_to_remove = logits < torch.topk(logits, top_k, dim=-1)[0][..., -1, None]\n",
    "\n",
    "#         # Assign minus infinity for such values\n",
    "#         logits[indices_to_remove] = float('-inf')\n",
    "\n",
    "#     # Top-p\n",
    "#     if top_p > 0:\n",
    "\n",
    "#         # Sort logits\n",
    "#         sorted_logits, sorted_indices = torch.sort(logits, dim=-1, descending=True)\n",
    "\n",
    "#         # Calculate cummulative probabilities\n",
    "#         cum_sum_probs = torch.cumsum(torch.nn.functional.softmax(sorted_logits, dim=-1), dim=-1)\n",
    "\n",
    "#         # Remove all indices with cummulative probability more than top_p\n",
    "#         sorted_indices_to_remove = cum_sum_probs < top_p\n",
    "\n",
    "#         # Shift the indices to the right to keep also the first token above the threshold\n",
    "#         sorted_indices_to_remove[..., 1:] = sorted_indices_to_remove[..., :-1].clone()\n",
    "#         sorted_indices_to_remove[..., 0] = 0\n",
    "\n",
    "#         # Assign minus infinity for such values\n",
    "#         sorted_logits[sorted_indices_to_remove] = float('-inf')\n",
    "        \n",
    "#         # Then reverse the sorting process by mapping back sorted_logits to their original position\n",
    "#         logits = torch.gather(sorted_logits, 0, sorted_indices.argsort(-1))\n",
    "\n",
    "#     # Argmax\n",
    "#     # return torch.argmax(probs, dim=-1, keepdim=True).item()\n",
    "\n",
    "#     # Softmax\n",
    "#     probs = torch.nn.functional.softmax(logits, dim=-1)\n",
    "\n",
    "#     # Sample\n",
    "#     return torch.multinomial(probs, num_samples=1).item(), None\n",
    "\n",
    "# def inference_ar(text, audio):\n",
    "#     condition_text = tokenizer.encode(text).to(device)\n",
    "#     audio_tokens = audio.to(device)\n",
    "#     prev = None\n",
    "#     while True:\n",
    "\n",
    "#         # Inference\n",
    "#         p = ar_model(\n",
    "#             text = [condition_text],\n",
    "#             audio = [audio_tokens]\n",
    "#         )\n",
    "#         p = p[0][-1]\n",
    "\n",
    "#         # Sample code\n",
    "#         code, prev = sample_ar(p, prev = prev)\n",
    "\n",
    "#         # Append code\n",
    "#         if (code > 1023) or audio_tokens.shape[0] > 2000:\n",
    "#             break\n",
    "#         audio_tokens = torch.cat([audio_tokens, torch.tensor([code], device = audio_tokens.device)])\n",
    "#     return audio_tokens\n",
    "\n",
    "def decode(tokens):\n",
    "    features = vocos.codes_to_features(tokens.to(\"cuda\"))\n",
    "    bandwidth_id = torch.tensor([2]).to(\"cuda\")  # 6 kbps\n",
    "    return vocos.decode(features, bandwidth_id=bandwidth_id)  \n",
    "\n",
    "# def load_audio(path):\n",
    "#     wav, sr = torchaudio.load(path)\n",
    "#     if sr != 16000:\n",
    "#         wav = torchaudio.transforms.Resample(sr, 16000, dtype=wav.dtype)(wav)\n",
    "#     wav = convert_audio(wav, 16000, encodec_model.sample_rate, encodec_model.channels)\n",
    "#     wav = wav.unsqueeze(0)\n",
    "#     with torch.no_grad():\n",
    "#         encoded_frames = encodec_model.encode(wav.to(device))\n",
    "#     codes = torch.cat([encoded[0] for encoded in encoded_frames], dim=-1).squeeze().cpu()\n",
    "#     return codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "aaef3079-0d4b-4930-b808-fb5de6dc615e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# audio, text = sampler()\n",
    "# text = text[0]\n",
    "# audio = audio[0]\n",
    "# print(text)\n",
    "# display(Audio(data=decode(audio).cpu(), rate=24000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4ffca155-5f1f-4ed8-93e5-3ce803328c69",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # NAR prediction\n",
    "# predicted = inference_nar(text, audio[:,:75*3], audio[0,75*3:])\n",
    "# display(Audio(data=decode(predicted).cpu(), rate=24000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b709c08-2592-475e-abaf-9845c12767cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # AR + NAR prediction\n",
    "# predicted_ar = inference_ar(text, audio[0,:75*3])\n",
    "# predicted = inference_nar(text, audio[:,:75*3], predicted_ar[75*3:])\n",
    "# display(Audio(data=decode(predicted).cpu(), rate=24000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1822eda3-3635-4437-bd2d-12264a11971e",
   "metadata": {},
   "outputs": [
    {
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# condition_audio = load_audio(\"./eval/9.wav\")\n",
    "# condition_text = \"Gogs are sitting by the door!\"\n",
    "# condition_audio = load_audio(\"./eval/mkbhd.m4a\")\n",
    "# condition_text = \"I really shouldn't be surprised by this at this point, but.\"\n",
    "# condition_audio = load_audio(\"./eval/ltt.m4a\")\n",
    "# condition_text = \"Here it is my friend a concrete proof in side tier trully is dead.\"\n",
    "# voice = model.create_voice(\"./eval/10.wav\", \"Dogs are sitting by the door!\")\n",
    "# voice = model.create_voice(\"./eval/ltt.m4a\", \"Here it is my friend a concrete proof in side tier trully is dead.\")\n",
    "# voice = model.create_voice(\"./eval/elevenlabs.mp3\", \"God has given you one face and you make yourself another.\")\n",
    "# voice = model.create_voice(\"./eval/elevenlabs_2.mp3\", \"Government of the people, by the people, for the people shall not perish from the earth.\")\n",
    "voice = model.create_voice(\"./eval/hifitts_0.flac\", \"Even at the distance of the three miles.\")\n",
    "# voice = model.create_voice(\"./voices/voice_1.wav\", \"We had not stopped to study the Indian character.\")\n",
    "display(Audio(data=decode(voice[\"audio_tokens\"]).cpu(), rate=24000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "798600ec-66e1-49b1-acbf-d104d40bc776",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predicted = model.synthesize(\"emo_1\", \"Dogs are sitting by the door!\", top_p = 0.2)\n",
    "display(Audio(data=predicted.cpu(), rate=24000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "63968317-b588-4356-9523-d4e5bf3ff185",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ar_model.positional_embedding_text.weight.T[:,:600].cpu().detach().numpy(), cmap='hot', interpolation='nearest')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "00257d82-8d16-45aa-a7b0-400fb0d57415",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ar_model.positional_embedding_text.weight.T[56,:600].cpu().detach().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a114ccea-78a1-4aaf-b7a5-06bb4a49baf0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ar_model.positional_embedding_audio.weight.T.cpu().detach().numpy(), cmap='hot', interpolation='nearest')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "dd5fcbed-cbcd-4aba-b053-73b3b4175a54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gto9WYW/xMdWZScqUKH5RlFuINIqbuo0oAgs2H8Cd/1mDC15WL0ZKF5U5pBachDjj1ARS7PTrF6v2Wtrm978W4vUF2yIqBoqPB14v3XnYtX28l78TfR/4DvnbDrm2D0KaOxQ4UYpycKlVGWzUrDp6MTKllXKB8/uXF+KzlXtx8wcrVYM7lYHSfr9iFlWtd9PENxaUGSwj+XcUWAXMcPhoNe79fC3W7ikxXtghZC4qhQVH7ZoLl1s+XKX7u/S6X7+vBH98bxlmfrsRy3Xix9zCzcvm/i/Wo7rWj5s/XOneTghp5lDguITVIGMlSuuM2tu00Swqs2wuLFMVAcpjCLXgeBeDY2RdkFlwRGDnwaO48V/LIyoerHLfF+vwr1924fcvqxdXdQNp3I1yFpVRH7uB9DI8VF4d/PfRanempeu2JQK2v/LKyB8XIc0FCpwoIXSauKj7WQtbY5IoXy+wK2WQcZ0oRkceHJiwyiiOZ8p7y/DtuoKIigerbDKwSrmBrsDxwPIlvc6lAsuLeK9IHP6xGm/cvIQ0ByJSqoEYE2ItUWiHWpMPeDvumDpRlL2tBv4V2iZRZrUJNw/Ox0t3o7rOjytP7WJpPVEUYaSt5DE4IrYd0C6TEQ1U1tR50ka9aeJ1BtecGwJA6haT/TsCAmdv8TEs2dEQE9M4HJuEEC0ocFzCcqI/xWfl27N5C471x7JfFGVP88A2lBacP767TJZLJ5wYjcqaOtz5nzUAgPP6Z6F1S/OFUkUYWxeU1dHd8raIoojNheXo0joZiYogXSuMf+VnT6ZIS09xiMCRNCiSs5tmfrMBM8b2kQUWz/h0Dbq3bYE+7VNd2+/Zz8yXifbGErtFCFGHLqoo5I0ft4XM4DAbD2EnbkIpAALPdaUFR5koMBwXlVQcWTXTi6L6rDIpkZpF9dWa/Rj9/I+ymk52MAqadgupEI+L0Y7BiaS76vUftwOQXyOllbU474WfXN2v0iJJfUNI44YCJ0qQxuA8/s1G/HaoQvb7zkNHUWlCCJjVN1IBVW/ACX1bV1pwlIQThGr17VhUWBOMLAqRyoPz/uL6ApVLd0Z+lo8TdG6dHPx3bIz8fEsFhpGgtIPRafEiyFmKXpDxwi0H8dbCHbatPCkJNJ4T4ja8y9wizFINSm75cBVOzGyJ/912lu5yZh+4E2flB//tVwQPBy04BtsIJ/DT6tglszCZWl8+i6oxU1RWibYtE0IC0R1HJ/eSmjvy5XlbUFPnxzWndXWlOW5MU7eC3nVz5XGLXe/2KTjthDaWt50QF4MylwqWEkLqoQXHJSwn+jOxwubCchwoq8I/Fu5AcUW16jJ2xgSlRUTLRaUknORrVqt9K9tnxYITreGih8qr8NzczdilsNZJ+WzlHgx7LA9PfbfJlTZoufLW7S3B3Z+tbVhO5cLaV1KJB75cb2o/JcdqsG6vfIq+0fVVp1afJIKYuS736JQ/Mdi6zfUIIWahwGlkXPv2Ejzy9a+Y/vFq1d/tBRkrgnKPP3yNLAbhvGFbdT/Ij0s0zrKrYpEyy8pdR/CXT1ajqKzScFm1YPJdhypw0as/Y866At117/j3GryYtwUXv7ZIc5l7P1sHAHht/jbDtthC6sqT9On5Ly3ET1sOBj/rnWszVsNRz87H+S/Jp+gbreZVKZAAZvZu10XV2K2KxDpzfy3E755bECL0iXtQ4LiEdXeCueXX7wtUci5S/d2u5pA+cAPbUJZqUCINMi6uqEaFhWRsdRYtOErBYiXRn96iCzYfCEmXf9Gri/Dv5Xtw96frQpb/Zu1+PDlnY3BgUzvNd/x7NVbuKsYN/1qu28bF2+v3e1CnsOPRanfzpJgNxtbrbzPn72C5usVRD89jcExVrbe5bXurkUbMlPeWYUtROf70T/3nAnEOxuA0Efx+ET6fYP+NUhazYi7IOJCbpKyyBoMenou4GAFbHhtrsr2S7ZhwRVh3UUkHbvVlDx+txjVvLQEAbHt8LGIUim7HwdC8NH+evQIAMKRzK+T2zVTd7gGTlaiN+jcSmA3G1hU4TjboOP9bX4DSYzUubNk85iw4NrdNE06zxYus3M0VCpwmQp0owgfB9owhNQuO0fAbcFtsLqwXAlZcCnILi7U35Y+W7Ta9HwB4ad5W1e8PH22wKtT5xRCBo2eFK1KpNF1ZU4fEuBjDpHSB5XxGJrIIIHP86TTb2EUlP5a3f96Bn7cewquTTg7Jr2OG62285R45Wo3qOj8yUxMtr6uKxdgwhzdNCAkTuqhcQm/oUg6kQPi1qwJv2HbjfpUxLg3/r03A8mJnnJblWDHRZr2BxKjS+n/X7Le1fb3jUrMK9b5vDr5cvU/X2vHa/G3ofd8cLNxy0FK/KcsoOIXcMqbTxzq/qf3y0Fe/4vsNhfhs5Z5wmmeJwY/MxfDH81BS4Yzlx0wtKrtCxY1p94QQORQ4HhCjombCfZcPDKr2XVQN+MX6WTT7S/SDbAOWCqml46k5G03m65EKHBMDiY4IUktCZ7Ub1AZwvWzUWjPNbv5gpW4CxCfnbAQAzPhsjarQ1SI1Kc70sgBQVGocIA0oZrMd/+8v2w+FLKdvwdHefpkHxSS3q7gW7WAuNowWHEKiFQqcKCFsC87xB60TLipRhGyKsBaBgVza9Ffnb8OIJ+dh58GjuutKRY05F5W1+BBzL8j6gch658RuQG6ApLgYS4Ho8THWbtVhj+eZWk7umhRRW+fH5W/8ErKcXl0qPUtHYw41cTMGxy2Fs+PgUazfx1k6hAAUOK6hPzg6/3QLmLztz6KyJjiAhrd6ZbDswfJqnPu3H3XXlbbTjCDQdZGo/GRV6Km1QTcIWGf7h44azxhKiotRteRp4XQ88mvzt+GcZ+fjgCSWSBS1SzLolWrQ62o3rnUltXV+2XHY4aOlu0K+M5ufafbi31StXnq41StnPzMf415cqDszj5DmAoOMPUDtwWm1OKeSuqDAqf/vkC6tsFxRO0q3TZJ/V9bUmUpgFrTgqDS92iCwRuaiCnM6rur6ptwL0n+ruKhMnBK7562q1m8pBsfpGVcBV9l2NFjaRGgP6nanbEci1OT//r4YS3Y0lB6xmqKhqLQSf/1PqMXSjDhbvP0w5qyvz3e084lxpvfp5CyqPUcqMH/TAVwypFPwu71HjqGNhQK2JHJ4P7Wg+UCB4xJW3RtOuagCz80ebVtaEjhSwfHAl+tlM4w09+lQoj8zAZd6A4K6i8pagKhVC05gabvnzWpxzUhMuBJ1anzZzYMTCeuOVNzYQavYqxkNsvOQvitWCyd135jnf0J5VS0KJDFzge1vLSpDYWkVTu9hvZxENFBYWol2KREoUxJBGrHXttFBF1WUEO7t+8/8+qKPgQHK6tRc6cNcWehTi0CQsR3rgnwWVXgWHL9fhCiKQbP8qt3F+GrNPhPb1Lci2fRQOYa0X6z0sV3rwNer96OmVl/gqG1bNwanETzOte4VMy13IuYtXMqP17T6acuB4HefLNuN8174CbnP/YhJf1+MzYXeVKsPhzd+3Ibhj+fhxTz1NA+EGEGB4wFuJPl6ad5WVFTXOiJwzFITRq0gpbjYX3IMy3Zqv4nrThMXRTz7v80Y+uj3+PfyPRj/ys/4eatxTIRUQKi6DRWiolAyM+m79QWWMjfbQToby4qGtFtCo6yqFu/m79TYZn1bVL2BNi04haVVwRl3bk2DN4OWm9HNZHyuxOFJNjl78S5s2F8a/Lx2j3HgcZ1fjKrp649/U+9G/dv3mz1uibM0HVtU9EOB4xK6U4zVlnfABPvOop2oqqkfiKwOGHbeRAMWHKsP67LKGoWLCsiZOQ+XzMrH6t3FlttXJ4p4+Yf6t7z7vwgtr6CFVJ+pWZEOllVh8ttLsGBz/ZvxqTMbZiYt2nYIf/lEvR6YFlYGzBW7juCezxqOxYoFR2+auhFaJUAaznUoekdldMxPHy8iaicZoFNoXb9aTbdaKNbKtsNB7z6sMEjdUFvnx6hn52PCLO26aF7y3foCzPh0LaprvS3AShoXjMHxAFEEvli1FxcO6ujodp+a01BxOiE2xnKbrBIYSK2su+1AOUY9uwAZLeKD30ndQ8t+O4KTstMttU8qVKosPACl+1UTUHuLj2Fv8TH8sOkAdj4xLqQN36wtwBk9zcc2WGnbxa/KBxprAsf+6KklSGoUQexSrM5wk/LjcfGYEOuDV04ULaOFVl/IgtNt7tMNO4meQfWYgbVx64Fy7DxUgZ2HKiCKYtTFvATqN52Y2RKTT+/mcWtIY4EWHI+45cNVrlaVtfpGXFVrvahjrc6gp8X7i+un40qDmM2YxY0sOMF/WzCxK61IbnO0yr5Ly4qVLBwLjtaMtlodMasfSKzP3uLAbL3IDqjLfzuC7QfqEwJqChmNdc1mf9bFFQuONhUWira6VeS0ts4fttuvsJTT34l5KHBcwswLUMPDXZuc7q1t7d+6wLE+KAYGPa3noZpwUeuWeyRJBbW6zSjI2A5Wp6rbYcfBo8GHulOzzowwqoWlh5bQ03VH6p0bg35tGHid63+jW2/XoQpMeG0Rznl2Qf2eNS046t9LT4V9C44LMTg618gxA4EjdambvRe2FpXhwpcXYt7GQsNlj1bVYvjjeZj8zlIAwKcr9uBfv/xmaj9es2THYdz8wUoUlZnLDk6iBwocD5EmetMSRDed08PWtlvEW3NR2fFtG1lw1EST2nHuk0xv1eoHoyBjO1jNpqyGkSn/7Gfm4x8Ldxzfh61dWF43HAuOVj8EAsrLVUovOJHJOFIZj0VRxJYiuTNM65jNWXDstcMNI4neNWzFgmP2mG741wqs3lOCP7yzzHDZ+ZsO4NDRaszfdAB+v4jpH6/GvZ+vM/WS5zWXvp6PL1fvw+P/3eB1U4hFKHA8JCbGWODY9YW3TLQWXjXlPeOHlJLgW73GE1FtlpHR8Uh/LamowXNzN8usIGrYTkJnMhdPqsW+VPL0d5tQcqzGtogCGmYxKamsqcNzczdjlSQ42yjJol5fav1UWydiz5EKDHn0e9PrAOYtHOH0jVke/HI9Rjz5A0or5cU4zQQTay1v1+WiPN4DZVV4d9FOlByzXyg00i6qAoNadVKkeZykx15osmZaAC/TDhxgduhGBwWOh8SayN5mpSCjlNREa8UZ7Uwtrjwet6O1qloCNSO9JhVA93y+Fi/mbcH5L/6k76Ky+cyTCgG9bZRW1mLGp2tUfzNzdqpq/Tjpof/h1g9XWWughIC+UQqxv/+0HS/mbcH4V34OfmfkotIbwDQtOHV+fLZir+pv4cyiMrMNO9sLsHp3Ma78+2L8uq8U7yzaib3Fx/DJMnmFc6viSmbBsbRmPVW1dTKRdOe/V+PKvy/GA1+uxx0WZ+ZJ0eubYzX68V/S+9Ksi8pMUd2G7TfsQLp1NYtgtJKeFG+8EAEA/Hv5Hlw6Kx9v/rjd03ZQ4LiEmWeEVLxoTSu3m8G2d1aKvRUtUFxRU597R2PAVBtojWYDSX8OZKg9Wl2n25923v6nf7QK1769NPj5yn8s1vWxf7Bkt+V9KFmik+fHiFq/Hy/P24KTH52LHccLmZZX1eLd/NA4BiMXlZ6Y3VKkXom71i/Cp3ExiqKI3YcrMHX2ipBp/k67qMxYF6TX0EWv/oyFWw/iijd/Uf0d0BYpj2q4JMJxUYmiiNOfmCf77uNle7DpeCK+//1qHM+ixbYD2lmVjVzQ0i4RJYuu3VOC+z5fhyMqmc2tvBRJn3XS/isPI/A+0qQmWXtpbM7sOVKBJTsP28707RQUOB5iJgZHa1AxIj05Mm8be48c0w4yVssObLA96e/S7RpVE7dabfvTlXJrxIGyKjz57SaNpbWJlMG8zg8887/NKK6owRPf1g+8V/59sWqRSSMXldHvatTW+TWtiSKAae+vwH/X7seFEksSUH/ezFhdrBZ4NUtgcanrJ9Ynv1b02qfmhpEHGVtrjyjWF6O1S3Wt35ZLNrCKmXMhteD8/uWF+Ocvv+H+L9db3qcU6aUjbYJlgRNhD1Wt5F5JT6bAMUvgerPrgXAKChwP8cksOBrL2IjB8QlAXIyAKWe4ny9iz5Fjmg/Np+ZsCrOqsbkg4Dq/aGnWmNbbbMmxGsszsgJ5XNxGzWqwSiMpopGLyuwsq69vGoHf9c0EUJ9bR6v6+ecr92K1JFOuqHDhmOpSk91uRuAYjeFK17C++1PE/E1FcuueLAbHsDkh27NLVW0dTp2Zh3Ev/mR53Tq/iJfnbcEpj+Vh9+HQUizSVqm1cVNBach3VpA+x6QCLdpdVMUSYZwSZixecyLwHHW6SLBVKHBcwsybnZlTHyMI+OnOsy3tOzEuBoIg4M8jjWdgWbV8KDlSUa05QMxZX4DbPloV/Hysug6vzt+muz2Zr97kQCKK1jI3HzqqLrriY4Wwyk+4Sa3JeCFA20UliiL+9M9lwam6RvTvmIZbRvWs37/fr2lNVLpylJY3I4tDcUU1yky+ydeZEGdGIiI2RnqNibrX1rfrCnDt20tx5lM/qG7fusCxtryUDfvLcPhoteVCrfX7FfHM/zbjYHlVMHu0FOlxuFGuQTrOSQV2JFxU+4qPYf0+eznHKqoa4oy8HqwbE4F7xOs+o8DxEOlzRGt2UUKcD9kZyZa2mxhXP0XczMXVIsHadHIldX7tCtQAsHh7Q9zJN2v3G25P2mSjt8pgG0TRmsDRcBHEx/hcS3IWLjK3iMGoquWCOny0Gt+tL9Qsh6FG3HEBXG/BMbeO7FyJxoLj+veWm27PWz/vwC/bG+qMBRJHShFRn+tGKwhW6qLyiwgm/FMjkOOlssaPL1btPb6OVOCo/1uLcCw4splIFq9T6W7VLJhu54SSPt+k12ckBM5pT8zDuBcXqlqujDDKdm6WuWHEVjVG6oICx9t2UOB4iPSG0boOurZuYXm7iYHB3sTFlRwfntnVL+oLHKkly2oyQVH2cNFers4vyqbcG6E13TMuxhdWmQM3kU4TN4prCSfRn5KAtaNGJwZHyc9bDwb/Xe+i0m+PleDrF/K24PI3GgKG75YkiQywalcxznz6B0ycla+6DamIfn/JLtw4e4Xm/qSC95bjs+Ck12KdyWvUCaQvLFZjkaTHobauPCeUtXaZsQJLLx3ptWy1YK1e00RRxKaCMk1hq8x/ZAajgrxmkabhiLYyGG4Q6CuvY3DoVHQJMzeDmTcCO0UIAxYcM/dRy4TwLoFaAwtOzfH8KU/O2YSvVu8z3J4AAV+s2ov2aUmmLTh+UbRkCi3T8PvHxUaxBUeiDUXUzyzTQstFZcdcHHfc2lFbJyLGZ+5alM5O8/tF1wd+Je8vqbfqrNUohSIVgE/N2ai7rV+2h4ovqbiUdrVfFBFj8FYRngVHPY7FDHKBE3p9hOOiSogzI3Aa2l5T27D9Y9XOuYS/31CEKe8tQ9/2qfjmljMAyM+V1fp8yvWdct25WaVeug9RtD9JJVwC15vXYo4Cx0OMwj3atEywtd2EgMAxsWxymC4qv180PI4RT/6gv4CEzYVleGfRTgDyBHt6DwW/XzsAVo0qjTe8+BifZkI9r1FaCoortGfiaMbg2NhvwIJT6/fDTriWCHdqG/26rxR9O6Sq/qY2s0yK9BxriV09tNyFZsRLOF0h1Zc1fj+SEGO6b6XHrGbhk7moVLa5uVDbjRcf48PDX/2KgZ3SMH6wegFhaTkWaZybUX4eK/xneX1+o1/3NwRES63GVtzYAZyw0EVC0Ci5+q0lOFBWha9vGoHYMOMs7RC4njzYtQy6qDxE5qJSGZ/bptgUOMdvZDNv7Ik23mqkGMXgWGV/SUPqdrkFR6cNonaOFiU+QTtGJT42el1UclO5qNtOLReVHaHR4KKyZiULYHaauFXG6swkMsoGHO451opXccpqq4VUxAeCrc2W5ZAes5qItxprsvy3BsvWoaPVeOvnHbhVMqFAyt7iY9h5qCH+RdpmoxpZSqxeS9Lta1lwNuwvxT9/+U3VQhNuOZeautBp/ZGwavy05SA2FpQF8yvZYV/xMVw6Kx/fmoidVMJZVE0cqw87tYversAJuLXMXFt2XGBS6kRnYw/ipJLfpNnc7zcfzCYCqKpRHxTiYgRN6040YTQzSes3O0IjzqRbSgtRdK86tV3CtdJpWTvMdK/okIEwEEdjtm+lokJNAFu1RP3xXfOlXWoVIkzqojJTQiKcMVKaTf357zerJvM874WfcN/n6/CfFXtCfrNSlqOqtg4PfLEOC46njjhUXoVBD/0PN3+40lKb9xYfw4dLdqGq1t6zyKkXivs+X4clOw/rxqhpEbgsm4XAeeWVV9C1a1ckJiZi+PDhWLJkie7yn3zyCXr37o3ExEQMGDAA33zzjex3URRx//33o3379khKSkJubi62bNni5iG4gvQ6VLsMOqYn2tpuIM+HVnZkKeEKnIIS7Tw4dpAKnFrZ25P2OnUWYnBEUTvYOT4mxlZV9UgjitCd9qoVgGpndox8SrXl1Y8HoVtfz01+3nrIeCEdtOJVzLmo7HeGdM2ASDMbUC6dWq52fcgCp03cAlasYMrnkNSCeqC8yjC2RXlnbz9Qjhe+3xJSU0ztESAVOHkbi/Dnf2kP1uv3heb6sRJ8/dbCnXg3/zdc81b9+Pbxsj04Wl2Hb9YWhCy7bOfhoEtNyZi//Yi7Pl2Ll+dt1d2fKIpYsesISirk/eDU/RZODrOGWVRNXOB89NFHmD59Oh544AGsWLECJ510EkaPHo2ioiLV5RctWoQrrrgC1113HVauXInx48dj/PjxWLduXXCZp556Ci+++CJmzZqFxYsXo0WLFhg9ejQqKxtXOXvpw07tQrjtdyfa2m4gct2UBSdMJ+mbP+2Q+bzDRRp1L32D0at7YzXIWK1GFgDExQqqs3KijcqauuCMHjXqNCwUdh58UsFpZ3B+L/83/HeNcXB5Y0LaD7UuC5xfth/CtuPT2GWBwgEXlQ1rlJoFy6pQM7rb/rN8j2YSTKlFZ/uBo7hk1iL9fSnu7dHP/4i/fb8ZD3/1q2E7lS6wZb8dCf7b7xdlsUFqSF8KjF4QdhyUxynpPZIumZWP2z9ZrZqyIZAT6qctB0N+k5K3oQgXv7oI573wo+x7J6rdA9ZfiERRxN/mbsbcXwuDL71NPgbnueeew5QpUzB58mT07dsXs2bNQnJyMt566y3V5V944QWMGTMGd9xxB/r06YNHHnkEJ598Ml5++WUA9Z34/PPP495778WFF16IgQMH4r333sO+ffvw+eefu304pjFzacjz4Mh/e2R8f7RLsWfBsSJw4ixMr9bi81XqRRjtII0zkPbP1Pe137z8fhFWPCnHNKam1taJWLmr2PyGPMIod4iW28LOLBBp1t8fNqm/lBjxoImBqDEhs+BYDEK1cgq2HSjH5W/8glHPLgjZV+Ac20kJoLZOncq2ddF5bGwtKsftn6zG1cctGcrnkNKCtMLCPSeKDdaj5RKxooXWywwAzN9chNkqeZSkWBF+yvxCZtzmu3Ry8xg9v786/uKwT1FOxKmYSKvX1ryNRXghbwumvLcsamZRuSpwqqursXz5cuTm5jbs0OdDbm4u8vPVc1Tk5+fLlgeA0aNHB5ffsWMHCgoKZMukpaVh+PDhmtusqqpCaWmp7C8a0HuQWJkVpMSKiyrOAYkdiUkCer76WouzqLQeelaqI3uJVn9/cHx6tJaLys6DT2pR+25980pWpoWWqDHjqrXizt2uKJ4pXTVghTEbZCxF7frQEm1a6N1tavW7pFithabVZ2baqRfEvK3IuBCktKsOlFXhzn+vxspd6sJK6bYz8/zVw2htrVhCp57HVrdTWNrg0moWtagOHjyIuro6ZGZmyr7PzMxEQUGoXxIACgoKdJcP/NfKNmfOnIm0tLTgX3Z2tq3jsUK4D7twdIclF1WYMThAfT0qp7CawAyoFyZW1tISS5UaD4xoQ6vi94xP12LHwaOawtlOsK/Xb2B6XGey5ITTyONV3LPgJMU1zPqprvWrusbs3C/KoN/6dlk7jnCuixqrCT9t70nfgrPfQIgB8vP76Yq9+HjZHlz0qrpLTSnczHSR3rEZud21gpC9clFJm9swi8r+/p2gWcyimjFjBkpKSoJ/u3fv9rpJAJRvf/LfwgnOCggcM9twwoLjJHZmuFTW1FmyTmi91VXanLUQTRwqr9J8MEVbsG+45G205zILF60XE6dLNSTFN9ybR6tqZeev1uI0cSlqAcJaok0LrUeLsg/U3KlWp+nLZjJpfK/VJj2rrDQlRf321PrFfFvtnAs9jB7fWhMiwql2LyWc2Y/RUovK1UR/bdq0QUxMDAoL5abtwsJCZGVlqa6TlZWlu3zgv4WFhWjfvr1smUGDBqluMyEhAQkJ9qZcu4lMaSsuxPAEzvFp4iaWdcKC4yRab6QDO6VhjaRitZSK6jrDZINSvl2nbunTMvk2JvyiekHKr1bvw3v5O21t84Hf98VDTSyOJhy0nvvmLDj2Bo3yqlpVC45aXSkjzAYZF5VqWzi0ni3KPuj/wHem9m8H5TNTrWvV+ueF77dg/uYiU89HK4O8cl9mrFx6Sxi5uLTOvVMxOFYFjrS1gUeQ1wLH1dEtPj4eQ4YMQV5eXvA7v9+PvLw85OTkqK6Tk5MjWx4A5s6dG1y+W7duyMrKki1TWlqKxYsXa27TC8wFGWubEsO5LmIjHGTsJGrm8/rvtXu0otqaBUeLpmDB8Yuiqki86YOVWLrTOChTjbN7tQu3WU0KrWvNnFva/H6k13xpZY2iRET9fWI1nkW53QAyF5VfRG2dH8MezwtZLoDWwPXC95sN78VwEi3K89JYWz7A377fjJW7ik0FN4djwdF6spp+4ioWPFBWhWWSum1aFhxprqWwXFQOWHCadAwOAEyfPh1vvvkm3n33XWzYsAE33ngjjh49ismTJwMArr76asyYMSO4/C233II5c+bg2WefxcaNG/Hggw9i2bJlmDZtGoB6VXzrrbfi0UcfxZdffom1a9fi6quvRocOHTB+/Hi3D8dRtEyvQOgD5Nbcnqa32xCDYyIPTkx4mYydRkvI6D1o8jYUOhJY1xiS/Bnh9+snAbRDqxbxjm6vsaN1LTptwZGex/JKdReVHQuOmgtTWUC01KCEhdaj5cV5Ww1nVTrlyjElcMKK4LF2vqqVQcZabjyT21Nqg+GPf49LZuUjf1t9HidTMTgG+/D7Rew4eBSiKGJrUTl+2tIwtd+yBScKY3Bcr0V12WWX4cCBA7j//vtRUFCAQYMGYc6cOcEg4V27dsEnmeN72mmn4f3338e9996Lu+++Gz179sTnn3+O/v37B5e58847cfToUVx//fUoLi7GiBEjMGfOHCQm2ptW7RV6acCVN8etuSfiWHUdvli1DwU6pmNAPrXXiLjYKLPgaNxUesGUVqaZ6tFYgoz1qKrz20rop0e0Wfm8Rqt7zQyGVqwX0mu+vKpWVhg38JtTYkFuwTFT5Vv7mtiqEQQfIJw2W7XUhnsrWGmqMnja6l1T5xfxgySuTOmiClwOC7ceQM4JrU25qIysivd9sQ6zF+/CQxf0wwNfrgcAfDntdAzslG49yFjS3mAMTnOoJj5t2rSgBUbJ/PnzQ76bOHEiJk6cqLk9QRDw8MMP4+GHH3aqic5j9W3ORJDxjLF9cOkp2cG8GFpYuajCTfTnNFr+eacq+erRWKaJ63G4vBqvzd/m6DbD9aOnJcUZ1odqLFTW1GlmkTYafLcUluF3f/tRdxkp0gGmrLIWyfGhAseOBUftbCpjcI5WGd0L2sdqFMsWjotKr4/VLlMre1Jb1lIMTsgsKvX7RutuuvLvi5G/vSHLttZtFxASZoKMjZofyAP03NzNwe8WbTtUL3B08mnV+P2htb0k7Q10hdcxOKwm7iF6LionYnDMYHYWVaxPsDUl1SpaLqpI7LspxOA89d1Gx7cZrh/dyWKsXnPNW0uweMdh1d+Uh7ntQDk6pidhf0klYn2C5UBtabB4yDTx4yOIHYGjhtJFVV6lL0j1TqlRDaVwLDhWi1+Ge+lZyVsUEoNj0UUlFTd66we+14zBsWDBCZAY50NgUlnR8Xw2WgLnglcW4sjRGsz7y1maBUyDmYybcpAx0UfPlKilfM1U302wMDPK7CyqxLgY3DzKfByQXTTrKEVA4Hg9i+qZiSeFvQ1psi2nCPch5dQgHA1oiRtAPpj+vPUgRj27AOe98BPOfmY+znjqB8MM1Eqk90KNXz0PTsBq4KQI9ftFlBnE4OjdjUbnWzUPj8n727KLKswYHCtumnBdVEoM8+BILM5r95Rg3d56y6K0K6tr/Xgpb4us+rsaUqFSeLwgqdo5qaypw7q9pdhbfCwkEaV8FlX9ul6n0aLAcQkzN5Y8X4EcredVn/apmtu7ZVRPZGck4U9nnaC5TNuUBCy+exRuOqcHvp9+pmkLTn29J1OLWuKqU7vIBJnWLKpICByvLThn9Gzj6f61CNePbmemTwCvH5BWqKhpEAWfrqgPtN1xsGEQOFJRbWl7ytpTarlqAmLCykuNGspEf0ZiTM8yYHS+lcG4QH0siNa9L8Vq9XYrjw217VlzUSnjKK25qMwSWF/az79/eSHOf2lhiKXvPyv24tm5mzHhNfUs/wGkJSMOHS+yqSbuiiQvUMnxcuuN9HibVTVxoo5+xkn1CyPGJ+CiwR1Vf7vtdyfipzvPQZuW2jl/RBHITE3E7ef2Qo92KaYDSP2itXIIZrlkSCec2r118LOdIGOnOFZd/8CQBnNGEq8fBnqEYyEIx00QzX2iZMzzP2Fvcb2dX81NbGQVUSIdYGrq5APXvI1FKCytDA5yTgqcOr+IcoO26t2ORsH6akJm9uJd+HxVQ1FWLYuOdFVT1pkwfVRWVg/XRaXEaBasWttq/X6ZKNtzRLvWlRaB9dXEXVFZZchyAWQWHL8zlsVwocDxEP1Ef9rrhffMl+9H6w3lvzePwNvXnhL87BfdiYhvkRAjGwzsTBN3ioPH31xaJHgzdd7rKZV6eOVLj+RenZgtNvuX3wAAsSrbshpoLa0KX1Mnyqwm/16+B2c8+UPQLaIVC2EWaWy/XxQNLTh6LiW7MTjLdh4Oblc7G7f2S6F0Fs++40Iz3KeGFQtO6ICvfj2pWb/UvgusvW5vCf7yyWrJD/W/qD0Tb3p/JT5Zvif4OS0pLvhvs27ApTuPYMmOwxoCR1pvSnt7gUByr99PGGTsEqbMpzrmVr0313AGG+V+iivUH7r9OqShX4eGzwmxPlcuVp8gyAYDrVlUZszXTtEiIRaA/ViW+Bgfavx+yy+P0Wyt8PkAeODBi2SXxPiEsGb4APW1j45V16lWqbbqZpWK/do6f0i27uo6f9CCkxhn/l1VaRnw+0U8OachON0vijhQpn/968WmGPWhVozOh0t3IzEuBg9e0M9UPTW9vVz4ys+YcV5v3P/Fet22SFGzCJmNwdlXfCxEFGpdu2qHpna8gfXPf2mh6nbUWpa3sUhWwiRVInCOVFSjtY51X8qlr+ertv/Q0QY3q/KRLF0+cDy04DRjdGtR6ZyZsNwFIW3Qv4H/fvVQZGck4Z3Jw2QDcPs0Z3IOxfgExEoO1ssg4wDh5hbpmdnSlAg9KTtd9jmaBY7XsyEiQazeTWeSt3/eiXcW7Qy/MZBf8zV+MWhhlBKo8G7FgnP4aDXGPP9jMKnbmz9tl72Z1/lF/HZI37URztVwVGeixDuLdmJ/yTEc1bAg1em69Rs4UFaF6R+v1l7AJGasHiUVNTjtiXkh32v1kZq1Rk1IGWVCtvoCdenr+fjDO0uD+zeaYaXqApM8G6Uvo6IoyuJ4Ast5/UyjwPEQ3ZwOOo+QcFxFyn1eeko2TuqUprl8bt9M/HTnORjSpZXMhZJlUuAYxQb4BEF2PFouKqeT1+mx+3D41dHN3NivTjoZV+d0CX4WfEC3Ni3C3rcbeJ2wKxI49bb5wZJQ640dpNd86bEa3PXp2pBllv92BACQYMGCAwAbC8pw1T+WAAD+edytFkAU5UGnaoRzPWhZjQPkzJyHkc/MV/1NLjjcfyaYea9as7dY9XvtgqQq+1F5pzp0tFrXsmMGqSDZduAo5m0sClZRtxP8L5umL1n9ubmb8fz3W4KfA1Y8CpwmiplbT15XRRmBr72e9G36vP71xUeHdcsw1y5Fw1IT4/DFtBGm1pXeax3Skkyt0zkjWfd3n09AC0k0vpaLSsuC40TcRIaiFIFydoAeman1Jl+li8DMYClALgBjBAE3ndMjZLnbck803R638MrULEBASqIznnSjQ3AqY7OROACAjun698/y347gns/WBT8bFUrVe5EwOi5lgss6vxgMltYinKn/JceMZ5NpBWRbnUUVLmZerLTceVovqWovtmr7WbOnBFPeW2a4fz3UK8fXf1dZbf0cSpspfVa/NG+rbLnAb16/F1HgeIhyaqYU3RgcyVXz1CUD8dSEgXjjqiGm9mklcZWSgpKGCPpsA+ESwGhgjBEETP9dwwCuacHREDjK7d87ro8sONoMygHgjauGml73q2kjsPSeXPz60BjZ96eYEJw+QZDlIfIJAhLjQsXV+Se1x4zzeptukxs44aLq10E7xYEmArD47lEYN6B92PuPNUiJEEkRZ+QNm/DaItlnI0uCnovKyH2lvLfq/CLKKvWtLOFM/T9iYMHRQ7fOkgunz4yLSs11CECzPWpb1Hq+zZPE00i56YOVhu0C1N3tgS60cw7lY5Z23wSe44zBacbI/Mkhs6i0LwzpTymJcbj0lGykJ5sriBjOW8/lw7LRPi0RT00YaDpbspGJ0ucD2qUm4s8j63P3aMXgaD1nlHl8zu7dDmf3boeNj4xRX0EFaezF5NO7IueE1jpLy0mIjUHblIQQk/2wrq0M1xUEefsFQf1NPDUxzvPZCE64qFomxOJ1k0JcSnJ8LAYp4pXsYFSWxIkYHLPoCUY7ZUn0LDhGyTyV91xZVa2hoArnOWLkotIjkrF4Zva3/UA5Hv9GPXu41hlWteBYOK51e0vw1ep9xgtCP72GnVhD6Zilt3qNnzE4TRpTlW51gozNuqisEs7joXdWKvJnjMKlp2SbzhBqxoIDNNwIVmdLKQVOYDtqlhDtbTS0MSE2xtJbR4yK+V8Uze1fKXB8gqD6tu2UiyYcnLDgxMYIyEq1F5x+8cnquZ+sYOSqUZva7RZ6gnHoY99b3p6eiDESdkpBVWIxIaFVzLiotJAW1g3HGq2GamyMwT5u/lDbkqKVx0ZZouelvC3I21BopokAtEs0qKFnwbEjcLRcVEoCFhyvY/cocDxENk1c8ZuuwAkr6ZozDwWzmzG6wH1BgVP/ucbgTebta09Bu5SGqY7KvrDTNVKRYTVhmtbAn2QijkeAINufT1Cf7psYF6MbdB4JnDA1x/rspxpQxknZ2n80uah0OuLwUesCQO/YjKaQK9/yiw3y9ZxiwjqpRzhT8aW5hJw25tT5RazYdUQ28BsJHL3SKFrPWunXP2wswrNzN+OOf68x3U4rOcFUBc7x0cbOedAKMg7dbyDI2PIuHIUCx0N0p4nrPADDUcVOPRPMbsfopThwLIH/GplqT+3eGhcOakjQExcicKz3jXRwsDobRWtQTDQxbdcnICQGRytewmsXlTMCx/o2AmsYZXU1g/JaCf09co9Dp0+nXt/qlWP5du3+kHvOyIVkxTramPhw6W5c/OoiPPbfDdhzpAIXvfozvlhlzhWkhpYOkQoUo2BuK9tVQy2m0W/DghN4GZdlvNaLwQlkMmY18aaJuVpU2lMeI5XoTw0jk7YVpHENw7plYImiWGFg4Awcr5HAifEJsr5Rvrna6Rqli8oKagO/CJMWHEGQ9bWgYcEJLOslTggcO9tw8rDjDKxzkbTgOB1JoidwstISsaWoXPW3V+ZvDRmojDIuh5s12SmcdlEFeGfRThSVVWKlxB2mhd4VozUG+JU+KouEUz4CqM+Q/ePmA7ouppB1RBE+CDKvQ50JF5XXzy1acDxEPJ4xtKq2zlIMTngWHOO746M/nWq8HdMuqoZ/q81uChyK2UOK8Qmyp4rywS4VP/+4Zqhujp8A0jdcs9XVAaBFfIxmu5NMvOUqLTiCwoIT4xPw1CUD638z3Sp3cGLsj40RwnK1tbAwfV91/wYHEckYHDuBxHrouag6pCWhd1aK6m99slJDs5sbCpzoGDbcnCZ+TCcZoVm0TrH8tdb6QVhZR80N9cWqfbj6rSX4wzvmp6DXBS04Dd+9+sO24L+V91ZAWHEWVTNm56EKnPLY98h9boHpauJAeBYcM8/VwZ2Nfex2goxbqBSxDMbgmJ6VBYUFR1vgjOqTaSrHj/TmNPvw/vXh0Vh+3+8031DMbEeAEOI+kFpwvr5pBC4dmm2qPeFgZvq2UzE44TDn1jNd3b8dF5pdnE5cqdf2+FifrKCtFLXLt8KgDlW0CBwp7y7aif+u2e/Y9pLDLLgriqKmANObXGIGK9pYzYLz/Qb1qed61Km4qJb9diSYQ0n5fAjEdTEGp4li5sKd+2t95Pzuw8dUEv3pxOCEc9G4HITz9U0jcP7AhpwlRjExSheV0bKCIMiOP0YxaNnpG6kVxezDOzk+VjcWwYwlSPCFLpcg2WanVg3J4Ny09JoZ2J2Y7hmugDCbe0kLI1EeyWniTk931rM+JcT6NK/rj5ftCfnOKD+K1Tg1t5D24ANfmq85ZYZkk3FGevWm7v4sNPN06HLWrwMr1j+1aeJ2rIcBQa4U5hXHLV3KeztwfXMWVTNGr3Cce0HGzjxYtWa19O+YJrtpT+/RRnc7yllUegRvGknfxCse7HZ8vvJZVM7EF5gROMpEf0B99d9HLuyHpyYMREpiQ6E8Nx8TZvrMsxgcB4/caCyJpDndcReVTtsT4nyWXK9GWYqbegwOYJzN/IZ/LseuQxWa16cy1lALO5eB0UxT2bJqMTg2+q2yug5/fHcp3l64U/Z9oGaY1r3jdR4cBhl7iLxYmfw3vcsivGnitleVcc1pXTHzW/UEV4fKG6a5/uH0bkiKi9EUOg0xOOaPyWnrlh0XlRHSQSA1MRalKqnnBQDpkmq/Aa7K6Rq6rMUHRavkONMZY81cT464qGIE2RtvjE+IaOI2oz1FMgbHcReVTgxOQqx2rJgaRrNrrIglN3HzykmK1x8a56wvwLYD6oHbAHDFm7+Y2o+yTIYZasLMg2NHXH+2cq+qa+umD1bi86mna15/Xs+iio4rtQli5hKSTxOP0Cwqje+tjl+JcTG48tTOwc8tE2KDQcTSPB7xsT5cc1pX9GjXUnU7QtCCY0HgSP6tDKKzMxDHhTFNXA1RFGWDQN7tI/GdSvyITxAwKDsdV+d0wd1jnS3FkGkhoZ7a9fTJDTmyz864qLTrdT1/2SDM/uPwkHWcfD4auQO0rCCvTjrZdCkUs4RZsD4EoxgcK1YXIwtOJGOV9HAzyNhMQLvWzDQrbCwos7xOVa15UaQ+Tdx6x2m9zK7aXQxA+5rwOr0FBU6UYGUW1djjMS4DTcwQCt2P+sVtx+wsffte88C5OLt3OwD1VXCtYuWZKR1slVMd7bmoJIHQx9/cvrn5DNwVRv2nVEn24ZTEWPRSmcUiCPXtffjC/rj+zBN0t+fmg0It9OSUrvJaWlaF48yLByDv9rMU8VKCzPQvzUszfnBHQ3emFVqruVANXVTqj8OxA9o7nvtFb4qtHfTihxJifTjzxLamt2UUg2OUMDFSiBAhiiKmzl7h+LbNpHnwinAzGbthNNUSOJxF1VSxqJKtxOB0TE/C6gfOxac3nma5WVpv9tKAVrNI3w6kcUF929fPyklTcb9oYeVGkC6qfENR28wbVw3BH07vprk96QM7MAD37ZCKG87SFx16tG6ZgPvO74uHLuinOThaES1OPibO65+F5y8bFPxsykVlUWFdMawzTmjbUta3sT4B3du2xI0jT8A9Y/u4OlCqNdfQRSXpB6Ubxmm3jF6NIDvoBxnHoFdWCr6cdrqpbRlZcJRxb14hikB5VS3+u9a52VONgcoaKwIn9Dpzwy2sVrIGYAwOOU7oLCr95a2IB6B+KnBqYhweuKCv6u+zrhqCuz9di5tH9TS9Ta2H9NMTB+L1BdtxzWldTW/LiuVFKqaUbVC7oc7tl4Vz+2XhrZ93qG5PasEJd3qolOtGaIsqwGIArYMPivhYH07MbLAomXkI2Z1gFOsTELDnBQTNX8fUW8ZmLdimsVb4qA3SRkGpUqHXJSMZN448Aa2OW4KcFjiOz6LSCzI+3vY+7c1VczdqmlPCtE/7VGzYX2p7fRHqLhgnMOvG8WL8tuSiUrEUuhGcrWVB9NrYR4ETJVix4NhhWLcMPPD7fpq/n9C2JT76U47m72poCZz2aUl48ALtfalhxq8fsAwJMguO/Aa2129SF1XkTNNuWm/1BKMAID624fdemSn4actBybqh69g1NUvPq/Icm9mm3S6qVBE4apdrfIwv6JKRzjAUAVx8cifZck7i9MCs15cBceZUwKdTMThpSWEOPyKw+0iFI21REuGi5ZaoCteC44rA0YrBoYuqyfDN2v0Y9+JPePTrXy1H+IfWonKsWQD069HYxU4cwZtXD1X93szU93vP7wNAbvlQiiw795NUJEXS927l5nfycqipE2XXw4BOaRjcOT34+b83nRGyjl3BLX3bVw7CblyTAVQtOCp3ZXKC+vlWvsGrza4b1i0j5Duz1Dgcg6PXl4G2G91jt5i03jplzXLiJe6Cl392oCWhGJWrCOBmoLMWRjFSRpgVb/edr27tVyNap4lT4DjIkYpqrN9Xit8OW3+rUD58nVa+bsx8sPMW+ru+marViM20LxAILYvBceBVS/rAcPpNXQ8rp0TrcuhsI/ldZU2dTHj4BAF/OrN78HNflczGRtYWtTIcyvVsWXAcvA/UBqMWkunAOqXhVAf1ti0TQr4Lpy3hoBuDEycv/6FFqABVX9aphIjhDn52ZgOZ5bX55tynBaWVrrXBLcy6qIxc7FK0rj+tayhSUOA4SMAEbMfHqRQLTgtfVwSOg3ZcM4Nd8E1UOotK8TZjR6BIZxooB9T3VaYuO4U1C476sm9cbX36cvGxGtmDJ9Yn4Ny+WXji4gGYc2uo9QbQd2/ExQjBGXQhv0kFjuLcRHq6sdptOaBjmurvykXV4k4iUbJgyT2jTNU1068m3vCbbgkYxY+JGjMrncoXFO4zzulA7eaC0/Fffr+o+XyI5AujGhQ4DhIYeP3Ho/utYCZYNhw6hZnmXo1IC5xAnSZZDI6kDWsfPNdWlufqWu3jOK1HG8dzoNhB63Lo1Er9vOr1wrq9JSEPHp9PwOXDOqN3lnogql6/6gVLxyiElJRIJtYD5C8eN53TA/83vLNmrJjSOqDW0kiULGiXkoif/no2/n2Dfnyc1hR3QO6+0nuuKM+P1vE5NWh5HZ/RXHFa4NSJoua5dNMNbQYGGTtI4BzP21iEeRutFzST4tTL7dvXnoJfdhzCBEnApFO0SrY2k0sPMwGQAReVILPgNNys0tIGVjDK3BrND2I7LbtzTG/Zg8fM8+6wjdxGABDn047BMePqcLLnpYc5pEsrjOzVTjYjRRZkrOiTdJVr3amB3iijc5uWCWhj4A7Ts+BIf7PiotLKjeWUMI2SfIHNDqcNX3V+UfMFLM7jrNe04DiIk0mNnLLgnN27HWac18eVhEt3j+2D03u0xqwrTw57W2YsLw0uqobvzu2XCQDo0tq+heqqU7vAJwC/P6mD7W24jVrvPHJhP0tm/g+mnIpfZozCH07vKhukzMyqWP7bEcPGzbpyCDJaxONf1zW49WQxOIqBMfIWnIZ/B+4vqbCW/y5fNzk+Ft9PP1MWeOnUdGknZjfp9aVUzOrtK1TgqB+fkzE4N47UzzXV1+TUdmIep2OX/KKoOV55HYNDC46DeB0xHmkyUxMx+4+nOrItM/EY8SoxODeP6onf9c0MKwtup4wk/PrwGM0HejSc1aw0eYLG6b87EVfldDVdy6ZFfAxyTmgd/Cy1rDiVF2NM/yyM7pcps3jJg4zl/dsrMwVr9pTob9Rm5+f2ycT3Gwpl30ktNIEmSq8laS+oJWfs0S4F+4obgkqV1+zIXm0xf9MBy231+QBYL0kkQz8GR+KiMmnpAbRnS0lTDISDgPqcSBnJ8Xjsmw2qy3RIT8SvYeTKIaEoBU5KQizKLIZUSKnzi5rWuDiHxLBdaMFxECf1jddl5t1ELWbDnAUndBZVfIwPFw7qaGjC1yNGEJAYF2PKFfWXc0/Et7eoB+IGcGNyx1kntsWtuQ3TeI1828pDyVQIJGl/h/tGJ92Vsg+ls0yUVoZ7x/XF/w3vjP9IMnJfMSwb7dPM19HS4tVJJ+PvipQEaqZ5aXOl3aCVfVrL3ZPbp51qOQ4zOGLB0RlIpP2u76KSbyNBsw+cjcHRS80QLZXL/3fbmYb3fWNBeR+kWkwaG7I9v7Yb3+txjALHQZy04DRhfaOaj0TtDVSamwVoeKOU3kxW+vzU7up5S4xuQukubhzZw3RGWCcRBAG35p4Y/BzoQ63jt3IpOl34UUq5pIr6mT3l9ZDSkuPw+EUDMKRLq+B3My8eiJ//ek7Y+42P9WGQ4vp5WCWgWJC5qBquS62ZS3rT3u3OCnPCfayVKh+Qv0Xrz6KSfx6cna6+PYdcc4G26OXViZaaUCdmpqBP+1TPays5gdJiG26w/NT3V1iqjxVJKHAcJBpjcBoLyrfYFvEx+FiRWTnQv9JFrXTT61cNVa1qbuUNOlqeb4FnlBOXSdgWHJ02SGe5Kd1sWvh8Avp3rBeR5w80Fxd1x+heoduRNOzbW87QnMoeoKK6wU+kNbDKc8o0PD7r/KLuTCY97D43BkkEiJ4rIDbG3AuBsv2pSXH4Ympo/apwXFRxKm3plK5dB8/MFHknaWlQqsWpbNBeogxo1wuWN3O4C7cexOrjVcWjDQocB3Fy8Gv8t5E2ai6qkBwccTGyN2KpC8qu+EtLisPvVQZMKwNMtM2oMt0aHQ3jj8J8Iu/9YTienXgS7jeZTfWqnC4h30kHo+T4GMPrpqyqIXut1sAqjdOSCge/GI4Fx95jWFoxXS/I2KyLKiQRoyCoui/iYxr6xurt8OSEgcF/Bw67S5sWmstHIteQFCOLkdu3f2Zqgm5hYCdQ3u79OqSpL9gEoMBxECcHv2gbSN1G+eBtkRAr64OWkpT60kWtdpPa8mYDdaMRrUHbSiUAM4Vb/3Ojdh4WS0VDTZLRIh4ThnQy7aJQ6wdB8XQzErJlEnealtleOuDGKOKY7A7GZj0+WalyC1iaZOq6bpCxzEVlfhZVjE/9pU3qUrIi6hJifcHipUDDddM+VduypxUL5RbJBteb25b1/h3SVDOJu8UVwzrbSvdx13m9PZ8hZQYKHAdx0nwZLa6QSKGMg3nt+NTzd/8wDB3SEvHo+AHB36TCx6oQlC49sldb9MpMQTedN0g7qMUYOU3Aj651+GbcTk9fMhBXDOuMc/tlGS47sFO6leZFHLVuUA5GRveUVOBoWnAk38cqBI5UjE07uwdGGbjEtNqpxQfXnyoLwE5PklpwnAgyVvSXT1Btm5bIM6LWL8r6LDiTzSfgyQkD0FHFVRVxC46BoIrEczmSz/62KQm2rFKZqQmOJwx0AwocB9GyNKvduIbbamYWHOmDb3S/zKDZ9KwT22LRjFEY0bNhGri0b6z2krRb35k8DN/ecoZhPpNoPBUBt4aWwFMKHLVH0cSh2Zh58QBTg5SeeI+G/lG7X6SHJYrGYris0pqLSmbB8cutDRcO6oB/aNTnUmJWJHRr0wKPX9Qg9NPNWnAk17deQG+IwBEE1QB8uQXH/BBSH6ekHg902SmdVcuENDcLzrWndzW9jw4OzDYUYM9b4BOEqK64HoACx0G0LhQ790Q0DBqRRHpTxxtMDZV2jXUXVehbquE6URQRNe3sHujRriUmndpZdzmnHz5eT/c0Qu06sDoY1UiyYg9VKQgLyAWO9A3WL4oyUWTUX70yG6aUW7GCSLcrdS3qxuBI1tEbwNVicIxcVEZNV7oxYnVmdKk9P+3M8HlywgB8NW2ErViW5Hj9IGO3n8utW5i3qOTdPjLs/QmC/kui1m+N5QWcAsdBtE66nYuhucXgSB/QRinwpS+N0SQ+IsFfRvfC99PPQqpBWQo3Ky0rieQZuO/8vuickRwSNyQIwCVD6suRnNff2OUmpV1KfQB7p1ZJmHvbmXju0pMwWsNtJ83LoidwtCxeJ3dOx7MTT8LsKcMNl1VDKgrMWnCkAkrLMvX51NNDRJnPJ6i2TSpwjK6y0Lgebfey2iGoFfwcpDF9PUBGiwQM6JSG3u2t5yXSs3AB9oR+m5YJSE00l1M3PtZn6tk/97YzHZlCL0CwbcFpDFDgOIjWg8rOy2+UvzA7TozMgqN/8NKbq7n1k1kiqG8iynUjuuHHO88OsQz4BAGPju+Pf1wzFM9dOgiAfNBvqRhgMiWBrR9cfyrGD+qAdyafgp6ZKbj45E46xQMbvq+VCRz5DBwtq0xiXAwmDOkkmxVoZayoluQbkc5w0nMVSY9Fy4IzKDtdxYKj/qIVb7J4p1q7pP2nXFXVzajSjxcN7qhaG6xhO+bapoYbFe77dkjFhYM6mlo2IdZn6pl2QtvQdBd2EAR7VimPa2iahqUaHETrwrRzozUWhewU0gHBOEuvpG8su6isLd9YUQYAujnjwcwboNP7/79hnfHivK3Bzz5BQFycD6P6ZAa/i43x4Y2rhqCy1h8UFO/9YRgKSytxosRFdELblnj+8sGm9is9VqUFJ1HFRXXaCa2xaNuh4PdqwtPKvS5NqCa14pl1c6m5YF64fJDqNmJ8gup2pQLH6F7Vs+CYKVaqZon0CfqCLlhnzMYgbHQ8dlIqiKJ2MUq1/Zu5HpxyGQuwZ4FtLB6GRqLDGgeaJ50xOIZIH3xGgYWyGByLndu9jfU3n46trAWJe2U9kWZYlg6+HdIS8bfLBnnQIqBzRn0R1LN7mZtRZJabRvWUTZvWugrO7ZeFCyRFVM88sS0mDs12pA0yC45f3UX10hWDceeYhiSEajPs7Fpw7MxmUrPgDO1an+FbKRrqZ1GFbsMnexkxsuBox+AoxYTawK5aJ00QdPcbOEY7L4lG/ej2zKH4WF9EXb4+n2BrrGksL+AUOA6idXPQgqPAICDUaGqobBaVxW4a3S8T947rE5IlWY8TM1Pw/GWD8MGU8AqLBmJEAAQz9TrJ+QPb484xvfDqpJNlA8OiGaMcT+b11bQRwX/rnYIPrj8Vd4zuhacuGaizlHXiYnzI7dsgmry4XeokyYaULqrAON66ZQL+PLJH8PvwLTgNOZviHRI4AUuK0nihNYtKilpws9Qyo2fBCRU4odtX0xM+Qf94WxzPRuyGi8qOvhFF822Ji7EXExMOduIYG0toAF1UDqLtorK+raasb9QiE6UPSkMLjn0PFQRBwB/P6G5xLWD8YHM+dD0eHd8fFw7qgP4d0sIucKeGICA4mD701XrHtx/ggpM6YEAnc4KpY3oSpp7dw3hBG0gtJl6YzGtDXFSSgV3Rngknd8J/VuzBTef0hBIrbT/thPp0CW1axsurhJvcRpKKiyoglJQZletnUelvV82l88W003HeCz8BqBcMj13UH/d8tg73jusjExDKgF61flATMj5B0HUlBUScnRIYRuvYyXElQpTFfOlR3yfa+zipUxpuHHmC5TbooXdMgiCoqnIzQu/PDrfTDq5acA4fPoxJkyYhNTUV6enpuO6661BeXq67TmVlJaZOnYrWrVujZcuWmDBhAgoLC2XLCIIQ8vfhhx+6eSim0HpQ2Zmu2KQtOCrEWLDgyFxUUdhPyRr1bBLjYnBGz7Zo1SLelaJ90jcxNy3pdcoHnkenINJ1ipTUSaaV1/lFmeVC2f/PTByI5ffmyvI5BUi0MBU6OyMZ+TPOwU93nqNZ2VwPNQtO4H5TWi+0XFRS1OJopK7SmBgBk4Z3wer7z8Ufz+iuiMFRBorLtzOgY5pqaZX6GJzwLTjSUhfB9rpwX4oi0CHdnMCJ8/lkwlnJ7CmnYkz/9sHP39wcXoVzu4/POhOp0ie7XHLCDK4KnEmTJmH9+vWYO3cuvv76a/z444+4/vrrdde57bbb8NVXX+GTTz7BggULsG/fPlx88cUhy7399tvYv39/8G/8+PEuHYV51G6O0f0y0TPTetxH9A3bznF6j/qHfJxGhlXjIGPJv51tWli8/H+DcWJmSzw70Vl3jB3crC+lGhfhAWrWiEgiLR4qikCKJOi3RYJcSAiCgNaSmVNSWibE4qkJ5q+Z9mlJSIqPkd0zZqea67molO6m+lIN1l1Ust+PW4UCZSWkyyvvc+nLyuk9WuOrm0aoToUWIIQk55SWG0gKxuDoNg35M0aFfHdy51b6K9lAFM0ne/X5BNTWad9fyvN8oo2xRYpw/H9W0RNhAaKh8rprT4gNGzZgzpw5WLp0KYYOHQoAeOmllzB27Fg888wz6NAhVJmXlJTgH//4B95//32cc845AOqFTJ8+ffDLL7/g1FMbYiDS09ORlWUt34XbqJ3P+lkLjMGRcsPI7mibkoAzJG+zVgSOlGjqp/MHdjBd/doNpNffdWd0w1NzNmF0v0ztFWyiDLT06gxYsXw4yTuTT8EPG4twVU4XPPrfDQDqXVTxsT7877YzUecXDRPGKbn0lGzM/HYDjlTUZ1M+68S2mGLgSlXWwjJD65ahVotAnI3SGuMz4aIyymSsG4NjswyDoLDg3H9+X7RMjMWd/14DAEiOM+eiUst50zOzJeb/ZSRGPjPfVtsA4PcndcBXq/cFP4sQ0b+j+Rg4PfGg7O5wRYR9C47x9RYF+sY9C05+fj7S09OD4gYAcnNz4fP5sHjxYtV1li9fjpqaGuTm5ga/6927Nzp37oz8/HzZslOnTkWbNm0wbNgwvPXWW7pvlVVVVSgtLZX9uYFqwT8wBkdJQmwM/m94Z2Qfn2EDyG9Uo7dCGU24n6wivWZuOPMEfDH1dLx4xWDH91NnoZCnm3jlohrZqx0eurC/POnf8efPiZkpMheNXd79wzBVd5YUabJDs0nfxvRrjwwV1wwQOuBrTROXMrxbhu7verOo9NxMenrNJwiyZ8Sgzukyq0fAumP15eexi/pjcOdWsoKgVtoF1Cdf/Mu5J4askxgXE5yOb4Se+0dpwQk3e75PsBdXZEbgREP4gGsWnIKCArRrJ58aGhsbi4yMDBQUFGiuEx8fj/T0dNn3mZmZsnUefvhhnHPOOUhOTsb//vc//PnPf0Z5eTluvvlm1e3OnDkTDz30UHgHZALNWeLMZGyI3IJjdOz2Z1E1F3w+AScZZHy1SySzJOvhRCZXp/CiSxLjYvDdrWcG/63GG1cNkX1Oio/BgjtGoqZOxPSPV6FXVkM+oARF1mCfRqkGAPjndcMwf9MB3H5uLwzu3ApJ8TFYs7sYpx13P5/Rsw1+2nIQ15zWVbaeVi0qK/h88grpSXExstllDctZ2/6k4V1C2qjE6DQLKusH1lH2rxa6FhyTfeYThNBYORWM3FNav5pxUUWDBceywLnrrrvw5JNP6i6zYcMG2w0yw3333Rf89+DBg3H06FE8/fTTmgJnxowZmD59evBzaWkpsrOdyYUhRevGMHuep//uRDw3d7NzDWpESG9cI7N3tMbgeE2kylaEuKg8UpleBxlLcUL02elHqUBR8uzEk1QrxQdihd6ZPEz2vdKC4xO0pyyf0bMtzujZFgAw5nhpjLNObBv8/e/XDMWWwnL06yC3ZtkJjFYiQECiRNwmxcWgsibU6mGlBIaUcAZmQVCxeh2/NLS8DCdmtsTmwobJN3rWETXRdmtuTzz//Rb5cgIQKvnU2mvvuWEmxi8awgcsC5zbb78d1157re4y3bt3R1ZWFoqKimTf19bW4vDhw5qxM1lZWaiurkZxcbHMilNYWKgbbzN8+HA88sgjqKqqQkJCaCBfQkKC6vdOo3pCBXNWhpG92sqCFpsbsRYsONE+i8orItUV0WLBccIV5BRuJ4Czg1ULl3L2YjjxHQmxMapxJ3ILjvb6epeYIAAtJMeWGBeD0f0y8eScjbKgW7vND2dgFqAtrLQukY7pSTKBoxdkrMatuSdi3d4SfL+hYbytfy6a244dF5U5C473z2bLAqdt27Zo27at4XI5OTkoLi7G8uXLMWRIvZl03rx58Pv9GD58uOo6Q4YMQVxcHPLy8jBhwgQAwKZNm7Br1y7k5GgnZlu1ahVatWoVERGjh9YNZUYh18fqeH9BeIVsRoiBBUdK8+0x74gWgZOdkYzP/nwa0pO1YyYiRThdEhDpTl/LVoOwlUHGarH+bVSClK0gfZGx+3KizIOTFBeDrLRELLlnFNKTGtpnt5xBWAJHCN1vQEC00qifpRSidsSychWz1qvsjGQcqai2vL/BndMNl4mG4cy1GJw+ffpgzJgxmDJlCmbNmoWamhpMmzYNl19+eXAG1d69ezFq1Ci89957GDZsGNLS0nDddddh+vTpyMjIQGpqKm666Sbk5OQEZ1B99dVXKCwsxKmnnorExETMnTsXjz/+OP7yl7+4dSimCVegNJYCZm4gfdgZBRlLl42Gm6i5EU3WisEuTOu1QzRZkwIYJcxU4vPVl0CoOW5BUD7PUhJi8fVN4eVdcSIGR1kgMjG+/sHZLkVuAbe7fV3LleGlH1qBPXC75JzQGn3bp+LX/fJJLsrzZMY6okR5T5rRdnExAs7tm4m1e0pM72fBHSNxsLzaVGb0aHhhd3VInT17Nnr37o1Ro0Zh7NixGDFiBN54443g7zU1Ndi0aRMqKiqC3/3tb3/D+eefjwkTJuDMM89EVlYWPv300+DvcXFxeOWVV5CTk4NBgwbh9ddfx3PPPYcHHnjAzUMxhfosKvMnORouiGggzigGR/Zv9lmASF0/ykkezfmynXPrGbj2tK54YsIA29sIdF/n1vWzCp2a/m4nRkkaCKsc6CcOzQ7bjS59OdHXEfqDvHRVraKddl8Yw2qXmgXnuHlPEATcM65PyDrTzu6BGJ+Aq06tD3Lu3V47rkoLpVVV+SxIU8mcfsNZJ1i2onVIT8KQLuZeKhplkLEVMjIy8P7772v+3rVr15DAq8TERLzyyit45ZVXVNcZM2YMxowZ42g7nUJrgDFzDakGpzVTurRO1v1dFmTMLgsSqb4wOj/Nid5ZqXjwgn6ObGvmxQPw95924Lz+zuT3sjPLLD7WB1TV/1v5PLMTq6FHOBWx5VZc9e3YtxCFGYOjMYsKqJ9GrqR725ZY/9DoYAzUyBPb4rlLT8Ldn61VDZ5WIyS5uOIQXr9qCD5csgufr2rIz2PG1azcjpXA7Wh4YW/GThHnCfd82o36byr89+YReP+Pw2X5cYxo5l0WUf59Qw6uGJYd8hbKU+AMvbNS8czEkzCqjzPJGe1YcMoqa4L/VlprnA69CjfWxcntO/UcEYTQSRLSfmurkc06MS6mIRZLEHDxyZ0wONu8+1UpVpQirWvrFnj+8sGa7TKLkSiVzpqLhmczi206iJoFxspJbu4zguxUvKaLqgG3e2Jo1wwM7aqf2I1Yx63b3o7AqZHM4DmhbXhlAIwwO4sqkFNHvq5xp1mxiBu5xc0iQAjJdyPVEcoki9N/J08KKEWtrIYWJcdqZJ+Vh64W12gmT45VnAgidxJacBwk3OmFnVqZq1fS3KGLSh2vHijR8CAjoSSGkQgxJTH03dfpGmRmn5dvX3sK5twqD242s6aVy1JvYsPzlw3SXffVSSfr71PSb9IaWucPbI+bR4VWlw9gxcWonNWkFHdqAi7c0/ncpSeFfBdtzwIKHAfRnCZu8pz375iGR8f3xzuTT3GuUU0QqdUmum4nbzmF1hUiIdFk5lw11GJFnH7f79/R3Myz2BgfumS0kH0XqBiuhxULjlbZiDtG98L4wR2Dn5Wi4JSurTB2QEN178BWbjjrhIZ1NPYZKDqshdSC8/hFA4JZq9W4Jqcrrjy1c0M7FIOOmoCzWpD34pM7Kj53Cql1F21xpHRROYiaf1KANTfKlccj6YkOMgtOdN1QXrDknlEoKKlE3w7eTFXmGQgPp/svJTEWp3TNMFHyRBu1WTdOGXB+uvNsFJVVokc77dlCyl0pb/Np5/TAL9sP4dKh2hnprcQ0Winwq0fgefTXMb0wa8E21WU+/lOOYdsB+fTx3D7t0C5VewZbz8wUPDp+AP71yy4A5lxUVmejP3fpIMNlokzfUOA4idtBc6QeQePfzZV2KYkhOUBI82PJ3aNQWFqF/h1Twxb+XVu3CPnOqVlU2RnJliYSAKHPxzYtEzBHx6JRv44FC45JMWjUAz2PZ1KW7lspDId1y8AwgyKlAIKV5QGgtUZwshbKsUjNRWVqFhUE6B116Oyt6Hoi00XlINGmXpsDUXY/NUt4DqKDdqmJGNApLaxB5oXLB2FYtwzc//u+Ib95mcDazsujpSBjDQuO2bijL6edjkuHdsJTEwYGvxvZqz7jv7LgqFkKSyqD/7bq+lH2l5p3wYmM5NGT8lMdWnAcRNVFJXAAcBozOTAIaSxE0zV84aCOuHBQR9XfIjqYKXZmS+DorJOqCKK266IKhB8M7JSOpy5Jl/325tVDsfPgUfRoZ282WqeMJCzZaWtVU2OOIwJHuY0oUzy04DhINCQ2IiTy8LoPB/aeMXb6SO9xrCw5oRVkHDJ+WxAFcTE+9MxMsS1g7zqvNy4bmo0vpp5ueV0ti8/TlzRYmJywyIXqm+hSOBQ4DhLeLCo+5szCniJNicbyXuSli0qWGsLkE0DPrZOcIJ9hFms3yNjFc9cuJRFPXjIQJ2WnW15X62V7oiSw2YmScspNREkd3iAUOA4Sbi0qQhojjWWAJuESudFLaQmQBe2abIeeRT0kCFcjyDjKxmvTmHJRmVE4BttRWrSirb8ocBxEsxaV5Co5p3e7SDWnycIBlZDIE21v50boJSdWPkJaxDetcFQz4RJOxOAoNVJLE/mJIgkFjoOYcVHNunIIvp9+lu4yRB9axaILno1waRw92NgEjl6QcUAAPDlhALq0TsZjF/VXXS7KY2g1kR75+38crrqM0y6qpy8ZiLYp1qazuw0FjoOouqiE0M9WaoyQUCgGCYk80RJAavYFR8+KIRwf+S47pTMW3HE2urtcdyvSSI89LlY+zI8bWJ95efLpXR3d58Sh2VEn1SlwHMSo0ipQr6yjLZ01IXYIFHMc2rWVxy0hkSBaLDimY3B0nrNmZ7wq9xUtfWCE9PCUx/ryFYOx5sFz0b+j9eLGSsYP6gAA6GlzKrzbRJfDrAngE0JNf7LMu4KgaoGg5CGNjW9uOQOfrdiDP4zo5nVTGjWNxSIZybHdCSGh9x5p1OWJcT5U1vhx5oltw2+IB0hFjfKFWhAEpCaGluKww0WDO6JL6xY4MZMCp1ngEwRZ8FaIiwrMlxMuZgrtEffp1qYFpp/by+tmkAgRLdYLJ6aJGz2Df5kxCnuOHDO0ckTrk1waYB2Ow8BoVUEQMKRL9Fpw6aJyGLUbR1o0TRAocMLlpE5pmDS8M2ac19vrphASNo3laRAtMThm0Y3BMej09OR4R1w4XiENsDYab/R+fuiCfgCAG0eeoL2QyW15AV+FHcbnA1An/y47IxnXn9kdqYmxEARBVVFH24URzQiCgMcuGuB1MwhpFpx5Ylv8uPkArjq1S8T26YSUspIHp6kh6LiolOhZ5i4f1hmj+mSiTct4p5oWUShwHCZ0amL957vH9mn4ponfXISQpsPb156CIxXVaGOxorXX6A3sTf0RLD30cCe1WJn6HW0pPOiicphkE/EhnEVFCAkQ7YNtjE9odOIGkA/yN5x1Av5wejfJb1He6WHic8hF1dihBcdhUhJjcaCsKvhZ7eJRdVFFmfIlhBCv0CtqaXZAllrK26clyiZ/NPV3TL1ZVEqcDB6PNrFEC47DpJiw4DT1twdCiHmcmrLb1Ll0aCf0aNfSVrkbZVmCph4mID08vYzOTR1acBwmhQ8rQogJ/nbZSfhgyW7cOYazAc3w1CUnQRRFW+JEFKPPuuAmKYkNQ7teTa6mTjM+dHeQXliA+hTQhFgfsjOSZH7t5nTzEUKAiwZ3wsd/yom6+j3RgJbXxK7lpXFNcLfPwxf2w+DO6bJp3UYuKmmXThzSCQBw2dBsV9oXaWjBcRilwFFDEAT8cPtIiAB63vOt+40ihJBmjNhMTDhX53TF1Tldse1AefA7IxeV1Hv36EX9cdHgjhhis/xKtHUxLTgO0zLBnIsqNsaHuBh2PyGEuI1bWZj7dYjOZIBSnWGmRmKAhNgYnNajDRJi7RWEHtEjukpb0ILjMC0T5BdGtClaQgiJdpwWJPVBxs4+jKed3cN0ht9II+0+IwuOk2PU2AFZ+PvVQ9G3Q6pzGw0DChyHsaKWpVAIEUKIO7hhwPnL6OitwyYViHbHJDsIgoDcvpkR258R9JE4DPPZEEJIdOEXxagpFhoZGg62OSeWpcBxmNDq4c334iKEEDs4rUWal7iRH29zzoNDgRMlUAgRQoh7NKdxXqrnmAeHOEYzuocIIcQdHDa5+P3Ny0VlxYLTlPuFAsdhQlxUVDyEEOIp/iY8iKshzUDSnGNwOIvKYZp6jRNCCGlsiM0ml3E9J7Rtid/1zURGcrzhmNSUhywKHEIIIVEFg4zDQxAEvHn1UK+b4Tl0UbmMaXHchFU0IYR4STPTN+Q4FDgOY9fcR31DCCHu0KlVktdNiFqy0hK9boJr0EXlMJzuTQgh9jilayss3XkEl5/S2ZHtzf7jcCzefggTTu6EdxftdGSbTY1Lh2ZjS2E5Tu/RxuumOA4FjsOEzqKi4CGEEDP887rh2FRQhoGdnClieXqPNk1y4HaSuBgfHrygn9fNcAW6qBzGrpyhECKENHcS42JwUnZ61D4P+7avLyLZNiXB45YQM9CC4zBRel8SQkiz5uQurcLexpvXDMUbC7bh2tO7OdAi4jYUOIQQQpo8g7LT8eH1p4YVcNwxPQkPXdjfwVYRN6HAcRgGGRNCSHRyavfWXjeBRBDG4DgMp4kTQggh3uOawDl8+DAmTZqE1NRUpKen47rrrkN5ebnuOm+88QZGjhyJ1NRUCIKA4uJiR7brJYzJIYQQQiKPawJn0qRJWL9+PebOnYuvv/4aP/74I66//nrddSoqKjBmzBjcfffdjm43kkRr9D8hhBDSnHAlBmfDhg2YM2cOli5diqFD6+thvPTSSxg7diyeeeYZdOjQQXW9W2+9FQAwf/58R7fbGEiIpbeQEEIIcQpXRtX8/Hykp6cHRQgA5ObmwufzYfHixRHfblVVFUpLS2V/bqG03xgFHT/4+744MbMl7hjdy7U2EUIIIc0NVwROQUEB2rVrJ/suNjYWGRkZKCgoiPh2Z86cibS0tOBfdna27TYYYdVDde3p3fC/285Cu9SmWw+EEEIIiTSWBM5dd90FQRB0/zZu3OhWW20zY8YMlJSUBP92797t2r5CLDgMySGEEEIijqUYnNtvvx3XXnut7jLdu3dHVlYWioqKZN/X1tbi8OHDyMrKstzIAHa3m5CQgISEyKTWZpAxIYQQ4j2WBE7btm3Rtm1bw+VycnJQXFyM5cuXY8iQIQCAefPmwe/3Y/jw4fZa6uJ2nYT6hhBCCPEeV2Jw+vTpgzFjxmDKlClYsmQJfv75Z0ybNg2XX355cKbT3r170bt3byxZsiS4XkFBAVatWoWtW7cCANauXYtVq1bh8OHDprcbbVDvEEIIIZHHtbnJs2fPRu/evTFq1CiMHTsWI0aMwBtvvBH8vaamBps2bUJFRUXwu1mzZmHw4MGYMmUKAODMM8/E4MGD8eWXX5rertdQ0BBCCCHeI4iiKHrdiEhTWlqKtLQ0lJSUIDU11dFt//OX33Df5+uCn/84ohvuPb+vo/sghBBCmiNWxm9ml3MYzqIihBBCvIcCx2EoaAghhBDvocBxGKPMxYQQQghxHwocl2FeHEIIISTyUOA4DPUMIYQQ4j0UOA5DfUMIIYR4DwWOwygtOBQ8hBBCSOShwHEYBhkTQggh3kOBQwghhJAmBwWO04Rk+vOkFYQQQkizhgLHYahnCCGEEO+hwHEY5r0hhBBCvIcCx2FCPVQUPIQQQkikocBxGBpwCCGEEO+hwCGEEEJIk4MCx2FCEv3RokMIIYREHAoch2HMDSGEEOI9FDgOQ4sNIYQQ4j0UOC5DvUMIIYREHgocQgghhDQ5KHAcRpnojy4rQgghJPJQ4DgM9QwhhBDiPRQ4DkOLDSGEEOI9FDgOo5wmzmnjhBBCSOShwHEYWnAIIYQQ76HAIYQQQkiTgwLHYUKqidOiQwghhEQcChyHoaAhhBBCvIcCx3GocAghhBCvocBxmJBq4t40gxBCCGnWUOAQQgghpMlBgeMwtNgQQggh3kOB4zDKWlSEEEIIiTwUOA6jlDd+0ZNmEEIIIc0aChyHoQGHEEII8R4KHIdRChwRNOEQQgghkYYCx2VE6htCCCEk4lDgOAyrhxNCCCHeQ4HjNCEuKkIIIYREGgoch1Hab+iiIoQQQiIPBY7DKPPgMMiYEEIIiTwUOG5DfUMIIYREHAochwlxUXnSCkIIIaR5Q4HjMEz0RwghhHgPBY7DKKeJi4wyJoQQQiKOawLn8OHDmDRpElJTU5Geno7rrrsO5eXluuu88cYbGDlyJFJTUyEIAoqLi0OW6dq1KwRBkP098cQTLh2FdUIyGVPfEEIIIRHHNYEzadIkrF+/HnPnzsXXX3+NH3/8Eddff73uOhUVFRgzZgzuvvtu3eUefvhh7N+/P/h30003Odn0sGAMDiGEEOI9sW5sdMOGDZgzZw6WLl2KoUOHAgBeeukljB07Fs888ww6dOigut6tt94KAJg/f77u9lNSUpCVleVkk12DFhxCCCEk8rhiwcnPz0d6enpQ3ABAbm4ufD4fFi9eHPb2n3jiCbRu3RqDBw/G008/jdraWt3lq6qqUFpaKvtzDQYZE0IIIZ7jigWnoKAA7dq1k+8oNhYZGRkoKCgIa9s333wzTj75ZGRkZGDRokWYMWMG9u/fj+eee05znZkzZ+Khhx4Ka79mCQkyppOKEEIIiTiWLDh33XVXSICv8m/jxo1utRUAMH36dIwcORIDBw7EDTfcgGeffRYvvfQSqqqqNNeZMWMGSkpKgn+7d+92rX0MMiaEEEK8x5IF5/bbb8e1116ru0z37t2RlZWFoqIi2fe1tbU4fPiw47Ezw4cPR21tLXbu3IlevXqpLpOQkICEhARH96sFPVSEEEKI91gSOG3btkXbtm0Nl8vJyUFxcTGWL1+OIUOGAADmzZsHv9+P4cOH22upBqtWrYLP5wtxiXmFshYVIYQQQiKPKzE4ffr0wZgxYzBlyhTMmjULNTU1mDZtGi6//PLgDKq9e/di1KhReO+99zBs2DAA9bE7BQUF2Lp1KwBg7dq1SElJQefOnZGRkYH8/HwsXrwYZ599NlJSUpCfn4/bbrsNV155JVq1auXGoYQNE/0RQgghkce1PDizZ89G7969MWrUKIwdOxYjRozAG2+8Efy9pqYGmzZtQkVFRfC7WbNmYfDgwZgyZQoA4Mwzz8TgwYPx5ZdfAqh3NX344Yc466yz0K9fPzz22GO47bbbZNv1mpAYHG+aQQghhDRrBLEZmhhKS0uRlpaGkpISpKamOrrtZTsP45JZ+cHPV53aBY+M7+/oPgghhJDmiJXxm7WoHCbUgtPs9CMhhBDiORQ4jsMgY0IIIcRrKHBcpvk5AAkhhBDvocBxGAYZE0IIId5DgeMwIdXEqXAIIYSQiEOB4zChif6ocAghhJBIQ4HjMLTgEEIIId5DgeMwrNRACCGEeA8FjsvQgkMIIYREHgochxEUTiom+iOEEEIiDwWOw4RME6e+IYQQQiIOBY7LUN8QQgghkYcCx2FowSGEEEK8hwKHEEIIIU0OChyHYZAxIYQQ4j0UOA7DRMaEEEKI91DgOAwT/RFCCCHeQ4HjMKEuKkIIIYREGgoch1FacPycRkUIIYREHAocQgghhDQ5KHAchtXECSGEEO+hwHEYBhkTQggh3kOB4zgMMiaEEEK8hgLHYUJLNVDiEEIIIZGGAsdlKG8IIYSQyEOB4zAhIThUOIQQQkjEocBxGEFgLSpCCCHEayhwHIaTqAghhBDvocBxmNAgY2/aQQghhDRnKHAcJqQWFQUOIYQQEnEocAghhBDS5KDAcZgQFxWDjAkhhJCIQ4HjMn7qG0IIISTiUOA4DGtREUIIId5DgeMwIXlwaMEhhBBCIg4FjsOEGnCocAghhJBIQ4FDCCGEkCYHBY7DMNEfIYQQ4j0UOA4TkujPo3YQQgghzRkKHJcRacIhhBBCIg4FjstQ3hBCCCGRhwLHZWjAIYQQQiIPBQ4hhBBCmhwUOA4TWouKEEIIIZGGAsdlGGRMCCGERB5XBc7hw4cxadIkpKamIj09Hddddx3Ky8t1l7/pppvQq1cvJCUloXPnzrj55ptRUlIiW27Xrl0YN24ckpOT0a5dO9xxxx2ora1181BMw1JUhBBCiPfEurnxSZMmYf/+/Zg7dy5qamowefJkXH/99Xj//fdVl9+3bx/27duHZ555Bn379sVvv/2GG264Afv27cO///1vAEBdXR3GjRuHrKwsLFq0CPv378fVV1+NuLg4PP74424ejimU9hoacAghhJDII4gu+VA2bNiAvn37YunSpRg6dCgAYM6cORg7diz27NmDDh06mNrOJ598giuvvBJHjx5FbGwsvv32W5x//vnYt28fMjMzAQCzZs3CX//6Vxw4cADx8fGG2ywtLUVaWhpKSkqQmppq/yBVKCytxPDH84KfR/Rog3/9cbij+yCEEEKaI1bGb9dcVPn5+UhPTw+KGwDIzc2Fz+fD4sWLTW8ncBCxsbHB7Q4YMCAobgBg9OjRKC0txfr161W3UVVVhdLSUtmfWyhdVCLDjAkhhJCI45rAKSgoQLt27WTfxcbGIiMjAwUFBaa2cfDgQTzyyCO4/vrrZduVihsAwc9a2505cybS0tKCf9nZ2VYOJSzooiKEEEIij2WBc9ddd0EQBN2/jRs3ht2w0tJSjBs3Dn379sWDDz4Y1rZmzJiBkpKS4N/u3bvDbp8mjDImhBBCPMdykPHtt9+Oa6+9VneZ7t27IysrC0VFRbLva2trcfjwYWRlZemuX1ZWhjFjxiAlJQWfffYZ4uLigr9lZWVhyZIlsuULCwuDv6mRkJCAhIQE3X06hsJiQwsOIYQQEnksC5y2bduibdu2hsvl5OSguLgYy5cvx5AhQwAA8+bNg9/vx/Dh2kG3paWlGD16NBISEvDll18iMTExZLuPPfYYioqKgi6wuXPnIjU1FX379rV6OK7DGBxCCCEk8rgWg9OnTx+MGTMGU6ZMwZIlS/Dzzz9j2rRpuPzyy4MzqPbu3YvevXsHLTKlpaU499xzcfToUfzjH/9AaWkpCgoKUFBQgLq6OgDAueeei759++Kqq67C6tWr8d133+Hee+/F1KlTI2el0UOZyZj6hhBCCIk4rubBmT17NqZNm4ZRo0bB5/NhwoQJePHFF4O/19TUYNOmTaioqAAArFixIjjDqkePHrJt7dixA127dkVMTAy+/vpr3HjjjcjJyUGLFi1wzTXX4OGHH3bzUGxDfUMIIYREHlcFTkZGhmZSPwDo2rWrrJTByJEjTZU26NKlC7755htH2ug0QogJx5t2EEIIIc0Z1qJyGGWxTUIIIYREHgoch2ndIh5n92oIwmaQMSGEEBJ5KHAcRhAEvD15WPAzg4wJIYSQyEOB4zLUN4QQQkjkocBxGZdqmRJCCCFEBwocl6G8IYQQQiIPBY5LxMfWd+1pJ7T2uCWEEEJI88PVPDjNmbzpZ2HB5gO4ZEgnr5tCCCGENDsocFwiOyMZV57axetmEEIIIc0SuqgIIYQQ0uSgwCGEEEJIk4MChxBCCCFNDgocQgghhDQ5KHAIIYQQ0uSgwCGEEEJIk4MChxBCCCFNDgocQgghhDQ5KHAIIYQQ0uSgwCGEEEJIk4MChxBCCCFNDgocQgghhDQ5KHAIIYQQ0uRoltXERVEEAJSWlnrcEkIIIYSYJTBuB8ZxPZqlwCkrKwMAZGdne9wSQgghhFilrKwMaWlpussIohkZ1MTw+/3Yt28fUlJSIAiCo9suLS1FdnY2du/ejdTUVEe3TRpgP0cG9nNkYD9HDvZ1ZHCrn0VRRFlZGTp06ACfTz/KpllacHw+Hzp16uTqPlJTU3nzRAD2c2RgP0cG9nPkYF9HBjf62chyE4BBxoQQQghpclDgEEIIIaTJQYHjMAkJCXjggQeQkJDgdVOaNOznyMB+jgzs58jBvo4M0dDPzTLImBBCCCFNG1pwCCGEENLkoMAhhBBCSJODAocQQgghTQ4KHEIIIYQ0OShwHOSVV15B165dkZiYiOHDh2PJkiVeN6lRMXPmTJxyyilISUlBu3btMH78eGzatEm2TGVlJaZOnYrWrVujZcuWmDBhAgoLC2XL7Nq1C+PGjUNycjLatWuHO+64A7W1tZE8lEbFE088AUEQcOuttwa/Yz87w969e3HllVeidevWSEpKwoABA7Bs2bLg76Io4v7770f79u2RlJSE3NxcbNmyRbaNw4cPY9KkSUhNTUV6ejquu+46lJeXR/pQopq6ujrcd9996NatG5KSknDCCSfgkUcekdUrYl9b58cff8Tvf/97dOjQAYIg4PPPP5f97lSfrlmzBmeccQYSExORnZ2Np556ypkDEIkjfPjhh2J8fLz41ltvievXrxenTJkipqeni4WFhV43rdEwevRo8e233xbXrVsnrlq1Shw7dqzYuXNnsby8PLjMDTfcIGZnZ4t5eXnismXLxFNPPVU87bTTgr/X1taK/fv3F3Nzc8WVK1eK33zzjdimTRtxxowZXhxS1LNkyRKxa9eu4sCBA8Vbbrkl+D37OXwOHz4sdunSRbz22mvFxYsXi9u3bxe/++47cevWrcFlnnjiCTEtLU38/PPPxdWrV4sXXHCB2K1bN/HYsWPBZcaMGSOedNJJ4i+//CL+9NNPYo8ePcQrrrjCi0OKWh577DGxdevW4tdffy3u2LFD/OSTT8SWLVuKL7zwQnAZ9rV1vvnmG/Gee+4RP/30UxGA+Nlnn8l+d6JPS0pKxMzMTHHSpEniunXrxA8++EBMSkoSX3/99bDbT4HjEMOGDROnTp0a/FxXVyd26NBBnDlzpoetatwUFRWJAMQFCxaIoiiKxcXFYlxcnPjJJ58El9mwYYMIQMzPzxdFsf6G9Pl8YkFBQXCZ1157TUxNTRWrqqoiewBRTllZmdizZ09x7ty54llnnRUUOOxnZ/jrX/8qjhgxQvN3v98vZmVliU8//XTwu+LiYjEhIUH84IMPRFEUxV9//VUEIC5dujS4zLfffisKgiDu3bvXvcY3MsaNGyf+4Q9/kH138cUXi5MmTRJFkX3tBEqB41Sfvvrqq2KrVq1kz42//vWvYq9evcJuM11UDlBdXY3ly5cjNzc3+J3P50Nubi7y8/M9bFnjpqSkBACQkZEBAFi+fDlqampk/dy7d2907tw52M/5+fkYMGAAMjMzg8uMHj0apaWlWL9+fQRbH/1MnToV48aNk/UnwH52ii+//BJDhw7FxIkT0a5dOwwePBhvvvlm8PcdO3agoKBA1s9paWkYPny4rJ/T09MxdOjQ4DK5ubnw+XxYvHhx5A4myjnttNOQl5eHzZs3AwBWr16NhQsX4rzzzgPAvnYDp/o0Pz8fZ555JuLj44PLjB49Gps2bcKRI0fCamOzLLbpNAcPHkRdXZ3sYQ8AmZmZ2Lhxo0etatz4/X7ceuutOP3009G/f38AQEFBAeLj45Geni5bNjMzEwUFBcFl1M5D4DdSz4cffogVK1Zg6dKlIb+xn51h+/bteO211zB9+nTcfffdWLp0KW6++WbEx8fjmmuuCfaTWj9K+7ldu3ay32NjY5GRkcF+lnDXXXehtLQUvXv3RkxMDOrq6vDYY49h0qRJAMC+dgGn+rSgoADdunUL2Ubgt1atWtluIwUOiUqmTp2KdevWYeHChV43pcmxe/du3HLLLZg7dy4SExO9bk6Txe/3Y+jQoXj88ccBAIMHD8a6deswa9YsXHPNNR63rmnx8ccfY/bs2Xj//ffRr18/rFq1Crfeeis6dOjAvm7G0EXlAG3atEFMTEzILJPCwkJkZWV51KrGy7Rp0/D111/jhx9+QKdOnYLfZ2Vlobq6GsXFxbLlpf2clZWleh4Cv5F6F1RRURFOPvlkxMbGIjY2FgsWLMCLL76I2NhYZGZmsp8doH379ujbt6/suz59+mDXrl0AGvpJ77mRlZWFoqIi2e+1tbU4fPgw+1nCHXfcgbvuuguXX345BgwYgKuuugq33XYbZs6cCYB97QZO9ambzxIKHAeIj4/HkCFDkJeXF/zO7/cjLy8POTk5HrascSGKIqZNm4bPPvsM8+bNCzFbDhkyBHFxcbJ+3rRpE3bt2hXs55ycHKxdu1Z2U82dOxepqakhg01zZdSoUVi7di1WrVoV/Bs6dCgmTZoU/Df7OXxOP/30kDQHmzdvRpcuXQAA3bp1Q1ZWlqyfS0tLsXjxYlk/FxcXY/ny5cFl5s2bB7/fj+HDh0fgKBoHFRUV8Pnkw1lMTAz8fj8A9rUbONWnOTk5+PHHH1FTUxNcZu7cuejVq1dY7ikAnCbuFB9++KGYkJAgvvPOO+Kvv/4qXn/99WJ6erpslgnR58YbbxTT0tLE+fPni/v37w/+VVRUBJe54YYbxM6dO4vz5s0Tly1bJubk5Ig5OTnB3wPTl88991xx1apV4pw5c8S2bdty+rIB0llUosh+doIlS5aIsbGx4mOPPSZu2bJFnD17tpicnCz+61//Ci7zxBNPiOnp6eIXX3whrlmzRrzwwgtVp9kOHjxYXLx4sbhw4UKxZ8+ezXrqshrXXHON2LFjx+A08U8//VRs06aNeOeddwaXYV9bp6ysTFy5cqW4cuVKEYD43HPPiStXrhR/++03URSd6dPi4mIxMzNTvOqqq8R169aJH374oZicnMxp4tHGSy+9JHbu3FmMj48Xhw0bJv7yyy9eN6lRAUD17+233w4uc+zYMfHPf/6z2KpVKzE5OVm86KKLxP3798u2s3PnTvG8884Tk5KSxDZt2oi33367WFNTE+GjaVwoBQ772Rm++uorsX///mJCQoLYu3dv8Y033pD97vf7xfvuu0/MzMwUExISxFGjRombNm2SLXPo0CHxiiuuEFu2bCmmpqaKkydPFsvKyiJ5GFFPaWmpeMstt4idO3cWExMTxe7du4v33HOPbOox+9o6P/zwg+oz+ZprrhFF0bk+Xb16tThixAgxISFB7Nixo/jEE0840n5BFCWpHgkhhBBCmgCMwSGEEEJIk4MChxBCCCFNDgocQgghhDQ5KHAIIYQQ0uSgwCGEEEJIk4MChxBCCCFNDgocQgghhDQ5KHAIIYQQ0uSgwCGEEEJIk4MChxBCCCFNDgocQgghhDQ5KHAIIYQQ0uT4f+5rhV2U5nHMAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ar_model.positional_embedding_audio.weight.T[16, 0:1000].cpu().detach().numpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e72f34a9-db5c-49a3-a633-5b5dd12e1b3d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
